{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,7]],"date-time":"2026-04-07T16:16:55Z","timestamp":1775578615464,"version":"3.50.1"},"reference-count":28,"publisher":"Springer Science and Business Media LLC","issue":"2","license":[{"start":{"date-parts":[[2017,8,11]],"date-time":"2017-08-11T00:00:00Z","timestamp":1502409600000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"funder":[{"name":"Science and Technology Development Fund (FDCT) of Macao SAR","award":["128\/2013\/A"],"award-info":[{"award-number":["128\/2013\/A"]}]},{"name":"Science and Technology Development Fund (FDCT) of Macao SAR","award":["124\/2014\/A3"],"award-info":[{"award-number":["124\/2014\/A3"]}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Pattern Anal Applic"],"published-print":{"date-parts":[[2018,5]]},"DOI":"10.1007\/s10044-017-0647-2","type":"journal-article","created":{"date-parts":[[2017,8,11]],"date-time":"2017-08-11T07:50:39Z","timestamp":1502437839000},"page":"529-542","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":18,"title":["Facial beauty analysis based on features prediction and beautification models"],"prefix":"10.1007","volume":"21","author":[{"given":"Bob","family":"Zhang","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xihua","family":"Xiao","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Guangming","family":"Lu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2017,8,11]]},"reference":[{"key":"647_CR1","doi-asserted-by":"crossref","unstructured":"Aarabi P, Hughes D, Mohajer K et al (2001) The automatic measurement of facial beauty. In: IEEE proceeding of international conference on systems man and cybernetics, vol 4, pp 2644\u20132647","DOI":"10.1109\/ICSMC.2001.972963"},{"issue":"1","key":"647_CR2","doi-asserted-by":"crossref","first-page":"119","DOI":"10.1162\/089976606774841602","volume":"18","author":"Y Eisenthal","year":"2006","unstructured":"Eisenthal Y, Dror G, Ruppin E (2006) Facial attractiveness: beauty and the machine. Neural Comput 18(1):119\u2013142","journal-title":"Neural Comput"},{"key":"647_CR3","first-page":"649","volume-title":"Advances in Neural Information Processing Systems (NIPS)","author":"A Kagian","year":"2006","unstructured":"Kagian A, Dror G, Leyvand T, Cohen-Or D, Ruppin E (2006) A humanlike predictor of facial attractiveness. In: Advances in Neural Information Processing Systems (NIPS), Vancouver, BC, Canada, pp 649\u2013656"},{"issue":"12","key":"647_CR4","doi-asserted-by":"crossref","first-page":"1184","DOI":"10.1016\/j.ijhcs.2006.07.004","volume":"64","author":"H Gunes","year":"2006","unstructured":"Gunes H, Piccardi M (2006) Assessing facial beauty through proportion analysis by image processing and supervised learning. Int J Hum Comput Stud 64(12):1184\u20131199","journal-title":"Int J Hum Comput Stud"},{"issue":"8","key":"647_CR5","doi-asserted-by":"crossref","first-page":"2710","DOI":"10.1016\/j.patcog.2007.11.022","volume":"41","author":"K Schmid","year":"2008","unstructured":"Schmid K, Marx D, Samal A (2008) Computation of a face attractiveness index based on neoclassical canons, symmetry, and golden ratios. Pattern Recogn 41(8):2710\u20132717","journal-title":"Pattern Recogn"},{"key":"647_CR6","doi-asserted-by":"crossref","unstructured":"Gray D, Yu K, Xu W, Gong Y (2010) Predicting facial beauty without landmarks. In: Computer vision-ECCV 2010 lecture notes in computer science, vol 63(16), pp 434\u2013447","DOI":"10.1007\/978-3-642-15567-3_32"},{"issue":"4","key":"647_CR7","doi-asserted-by":"crossref","first-page":"940","DOI":"10.1016\/j.patcog.2010.10.013","volume":"44","author":"D Zhang","year":"2011","unstructured":"Zhang D, Zhao Q, Chen F (2011) Quantitative analysis of human facial beauty using geometric features. Pattern Recogn 44(4):940\u2013950","journal-title":"Pattern Recogn"},{"key":"647_CR8","first-page":"674","volume":"8","author":"H Mao","year":"2011","unstructured":"Mao H, Chen Y, Jin L, Minghui D (2011) Evaluating face attractiveness: an gabor feature approach. J Commun Comput 8:674\u2013679","journal-title":"J Commun Comput"},{"issue":"1","key":"647_CR9","doi-asserted-by":"crossref","first-page":"295","DOI":"10.1016\/j.neucom.2014.05.028","volume":"144","author":"J Gan","year":"2014","unstructured":"Gan J, Li L, Zhai Y et al (2014) Deep self-taught learning for facial beauty prediction. Neurocomputing 144(1):295\u2013303","journal-title":"Neurocomputing"},{"issue":"3","key":"647_CR10","doi-asserted-by":"crossref","first-page":"15","DOI":"10.1145\/1360612.1360637","volume":"27","author":"T Leyvand","year":"2008","unstructured":"Leyvand T, Cohen-Or D, Dror G et al (2008) Data-driven enhancement of facial attractiveness. ACM Trans Graph\u00a027(3):15\u201319","journal-title":"ACM Trans Graph"},{"issue":"3","key":"647_CR11","doi-asserted-by":"crossref","first-page":"289","DOI":"10.1007\/s10044-009-0155-0","volume":"13","author":"S Melacci","year":"2010","unstructured":"Melacci S, Sarti L, Maggini M et al (2010) A template-based approach to automatic face enhancement. Pattern Anal Appl 13(3):289\u2013300","journal-title":"Pattern Anal Appl"},{"issue":"12","key":"647_CR12","doi-asserted-by":"crossref","first-page":"2600","DOI":"10.1109\/TCYB.2014.2311033","volume":"44","author":"L Liang","year":"2014","unstructured":"Liang L, Jin L, Li X (2014) Facial skin beautification using adaptive region-aware masks. IEEE Trans Cybern 44(12):2600\u20132612","journal-title":"IEEE Trans Cybern"},{"key":"647_CR13","doi-asserted-by":"crossref","first-page":"248","DOI":"10.1007\/978-3-540-74976-9_25","volume-title":"Knowledge discovery in databases: PKDD 2007","author":"Y Song","year":"2007","unstructured":"Song Y, Huang J, Zhou D et al (2007) IKNN: informative K-nearest neighbor pattern classification. In: Kok JN, Koronacki J, de Mantaras RL, Matwin S, Mladenic D (eds) Knowledge discovery in databases: PKDD 2007. Springer, Berlin, pp 248\u2013264"},{"issue":"1\u20132","key":"647_CR14","doi-asserted-by":"crossref","first-page":"3","DOI":"10.1007\/s13721-012-0008-4","volume":"1","author":"Y Zhou","year":"2012","unstructured":"Zhou Y, Qureshi R, Sacan A (2012) Data simulation and regulatory network reconstruction from time-series microarray data using stepwise multiple linear regression. Netw Model Anal Health Inf Bioinform 1(1\u20132):3\u201317","journal-title":"Netw Model Anal Health Inf Bioinform"},{"issue":"10","key":"647_CR15","first-page":"203","volume":"11","author":"D Basak","year":"2007","unstructured":"Basak D, Pal S, Patranabis DC (2007) Support vector regression. Neural Inf Proc-Lett Rev 11(10):203\u2013224","journal-title":"Neural Inf Proc-Lett Rev"},{"issue":"12","key":"647_CR16","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1109\/TIP.2015.2476979","volume":"24","author":"TH Chan","year":"2015","unstructured":"Chan TH, Jia K, Gao S et al (2015) PCANet: a simple deep learning baseline for image classification. IEEE Trans Image Process 24(12):1","journal-title":"IEEE Trans Image Process"},{"key":"647_CR17","doi-asserted-by":"crossref","unstructured":"Ma S, Du T (2010) Improved adaboost face detection. In: 2010 International Conference on Measuring technology and mechatronics automation (ICMTMA), 13\u201314, vol 3, pp 434\u2013437","DOI":"10.1109\/ICMTMA.2010.184"},{"key":"647_CR18","unstructured":"Kaehler A, Bradski GR (2008) Learning OpenCV\u2014computer vision with the OpenCV lib, pp 1\u2013575"},{"issue":"1","key":"647_CR19","doi-asserted-by":"crossref","first-page":"38","DOI":"10.1006\/cviu.1995.1004","volume":"61","author":"TF Cootes","year":"1995","unstructured":"Cootes TF, Taylor CJ, Cooper DH et al (1995) Active shape models\u2014their training and application. Comput Vis Image Underst 61(1):38\u201359","journal-title":"Comput Vis Image Underst"},{"key":"647_CR20","doi-asserted-by":"crossref","unstructured":"Chen F, Zhang D (2014) Evaluation of the putative ratio rules for facial beauty indexing. In: 2014 International Conference on Medical biometrics. IEEE, pp 181\u2013188","DOI":"10.1109\/ICMB.2014.38"},{"issue":"3","key":"647_CR21","doi-asserted-by":"crossref","first-page":"706","DOI":"10.1016\/j.patcog.2009.08.017","volume":"43","author":"Z Guo","year":"2010","unstructured":"Guo Z, Zhang L, Zhang D (2010) Rotation invariant texture classification using LBP variance (LBPV) with global matching. Pattern Recogn 43(3):706\u2013719","journal-title":"Pattern Recogn"},{"key":"647_CR22","doi-asserted-by":"crossref","unstructured":"Jia M, Zhang Z, Song P et al (2014) Research of improved algorithm based on LBP for face recognition. In: Lecture notes in computer science, pp 111\u2013119","DOI":"10.1007\/978-3-319-12484-1_12"},{"issue":"4","key":"647_CR23","doi-asserted-by":"crossref","first-page":"1161","DOI":"10.1016\/j.patcog.2006.08.012","volume":"40","author":"D Shen","year":"2007","unstructured":"Shen D (2007) Image registration by local histogram matching. Pattern Recogn 40(4):1161\u20131172","journal-title":"Pattern Recogn"},{"issue":"1","key":"647_CR24","doi-asserted-by":"crossref","first-page":"2","DOI":"10.1145\/1186810.1186812","volume":"3","author":"G Cormode","year":"2007","unstructured":"Cormode G, Muthukrishnan S (2007) The string edit distance matching problem with moves. ACM Trans Algorithms 3(1):2","journal-title":"ACM Trans Algorithms"},{"key":"647_CR25","first-page":"25","volume":"13","author":"K Pearson","year":"1920","unstructured":"Pearson K (1920) Notes on the history of correlation royal society. Proc Biom 13:25\u201345","journal-title":"Proc Biom"},{"issue":"3","key":"647_CR26","doi-asserted-by":"crossref","first-page":"533","DOI":"10.1145\/1141911.1141920","volume":"25","author":"S Schaefer","year":"2006","unstructured":"Schaefer S, Mcphail T, Warren J (2006) Image deformation using moving least squares. ACM Trans Graph\u00a025(3):533\u2013540","journal-title":"ACM Trans Graph"},{"key":"647_CR27","doi-asserted-by":"crossref","unstructured":"Hu Y, Ji H (2009) Research on image median filtering algorithm and its FPGA implementation, intelligent systems. In: Proceedings of GCIS \u201809. WRI Global Congress on 2009. IEEE, pp 226\u2013230","DOI":"10.1109\/GCIS.2009.130"},{"key":"647_CR28","doi-asserted-by":"crossref","unstructured":"Kuang P, Sun L (2010) An improved two-dimensional multi-level median filtering algorithm. In: Proceedings of apperceiving computing and intelligence analysis (ICACIA), international conference on 2010. IEEE, pp 359\u2013362","DOI":"10.1109\/ICACIA.2010.5709919"}],"container-title":["Pattern Analysis and Applications"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s10044-017-0647-2\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10044-017-0647-2.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10044-017-0647-2.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,10,2]],"date-time":"2019-10-02T08:04:16Z","timestamp":1570003456000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s10044-017-0647-2"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2017,8,11]]},"references-count":28,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2018,5]]}},"alternative-id":["647"],"URL":"https:\/\/doi.org\/10.1007\/s10044-017-0647-2","relation":{},"ISSN":["1433-7541","1433-755X"],"issn-type":[{"value":"1433-7541","type":"print"},{"value":"1433-755X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2017,8,11]]}}}